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The SPARQL query language is a recent W3C standard for processing RDF data, a format that has been developed to encode information in a machine-readable way. We investigate the foundations of SPARQL query optimization and (a) provide novel…

Databases · Computer Science 2009-01-26 Michael Schmidt , Michael Meier , Georg Lausen

Within the Semantic Web community, SPARQL is one of the predominant languages to query and update RDF knowledge. However, the complexity of SPARQL, the underlying graph structure and various encodings are common sources of confusion for…

Databases · Computer Science 2022-02-07 Markus Schröder , Jörn Hees , Ansgar Bernardi , Daniel Ewert , Peter Klotz , Steffen Stadtmüller

An increasing number of organisations in almost all fields have started adopting semantic web technologies for publishing their data as open, linked and interoperable (RDF) datasets, queryable through the SPARQL language and protocol. Link…

Databases · Computer Science 2022-10-18 Antonis Sklavos , Pavlos Fafalios , Yannis Tzitzikas

The advent of large language models is contributing to the emergence of novel approaches that promise to better tackle the challenge of generating structured queries, such as SPARQL queries, from natural language. However, these new…

Information Retrieval · Computer Science 2025-12-17 Panayiotis Smeros , Vincent Emonet , Ruijie Wang , Ana-Claudia Sima , Tarcisio Mendes de Farias

Generating complex, logically-sound SPARQL queries for multi-hop questions remains a critical bottleneck for Knowledge Graph Question Answering, as the brittle nature of one-shot generation by Large Language Models (LLMs) hinders reliable…

Artificial Intelligence · Computer Science 2025-11-18 Floris Vossebeld , Shenghui Wang

Linked Open Data (LOD) has been proliferated over various domains, however, there are still lots of open data in various format other than RDF, a standard data description framework in LOD. These open data can also be connected to entities…

Databases · Computer Science 2020-09-15 Takahiro Komamizu

The number of linked data sources and the size of the linked open data graph keep growing every day. As a consequence, semantic RDF services are more and more confronted to various "big data" problems. Query processing is one of them and…

Databases · Computer Science 2016-11-04 Hubert Naacke , Olivier Curé , Bernd Amann

As of today, there exists no standard language for querying Linked Data on the Web, where navigation across distributed data sources is a key feature. A natural candidate seems to be SPARQL, which recently has been enhanced with…

Databases · Computer Science 2015-03-18 Olaf Hartig , Giuseppe Pirro

In graph data applications, data is primarily maintained using two models: RDF (Resource Description Framework) and property graph. The property graph model is widely adopted by industry, leading to property graph databases generally…

Databases · Computer Science 2023-04-04 Zihao Zhao , Xiaodong Ge , Zhihong Shen

Recently, the SPARQL query language for RDF has reached the W3C recommendation status. In response to this emerging standard, the database community is currently exploring efficient storage techniques for RDF data and evaluation strategies…

Databases · Computer Science 2008-10-21 Michael Schmidt , Thomas Hornung , Georg Lausen , Christoph Pinkel

Querying knowledge bases using ontologies is usually performed using dedicated query languages, question-answering systems, or visual query editors for Knowledge Graphs. We propose a novel approach that enables users to query the knowledge…

Human-Computer Interaction · Computer Science 2025-12-02 Benedikt Kantz , Kevin Innerebner , Peter Waldert , Stefan Lengauer , Elisabeth Lex , Tobias Schreck

The recent ISO SQL:2023 standard adopts SQL/PGQ (Property Graph Queries), facilitating graph-like querying within relational databases. This advancement, however, underscores a significant gap in how to effectively optimize SQL/PGQ queries…

Databases · Computer Science 2024-12-10 Yunkai Lou , Longbin Lai , Bingqing Lyu , Yufan Yang , Xiaoli Zhou , Wenyuan Yu , Ying Zhang , Jingren Zhou

Determining trust of data available in the Semantic Web is fundamental for applications and users, in particular for linked open data obtained from SPARQL endpoints. There exist several proposals in the literature to annotate SPARQL query…

Databases · Computer Science 2015-03-20 C. V. Damásio , A. Analyti , G. Antoniou

Data replication and deployment of local SPARQL endpoints improve scalability and availability of public SPARQL endpoints, making the consumption of Linked Data a reality. This solution requires synchronization and specific query processing…

Databases · Computer Science 2014-07-11 Gabriela Montoya , Hala Skaf-Molli , Pascal Molli , Maria-Esther Vidal

In the last years, the Linked Data Cloud has achieved a size of more than 100 billion facts pertaining to a multitude of domains. However, accessing this information has been significantly challenging for lay users. Approaches to problems…

Computation and Language · Computer Science 2020-05-07 Tommaso Soru , Edgard Marx , Diego Moussallem , Gustavo Publio , André Valdestilhas , Diego Esteves , Ciro Baron Neto

Interacting with knowledge graphs can be a daunting task for people without a background in computer science since the query language that is used (SPARQL) has a high barrier of entry. Large language models (LLMs) can lower that barrier by…

Computation and Language · Computer Science 2025-10-03 Felix Brei , Lorenz Bühmann , Johannes Frey , Daniel Gerber , Lars-Peter Meyer , Claus Stadler , Kirill Bulert

The Web of Linked Data is composed of tons of RDF documents interlinked to each other forming a huge repository of distributed semantic data. Effectively querying this distributed data source is an important open problem in the Semantic Web…

Databases · Computer Science 2015-07-21 Olaf Hartig , Jorge Pérez

RDF query optimization is a challenging problem. Although considerable factors and their impacts on query efficiency have been investigated, this problem still needs further investigation. We identify that decomposing query into a series of…

Databases · Computer Science 2015-10-28 Lei Gai , Wei Chen , Tengjiao Wang

Standard protocols such as the Model Context Protocol (MCP) that allow LLMs to connect to tools have recently boosted "agentic" AI applications, which, powered by LLMs' planning capabilities, promise to solve complex tasks with the access…

Information Retrieval · Computer Science 2026-04-10 Daniel Dobriy , Frederik Bauer , Amr Azzam , Debayan Banerjee , Axel Polleres

Link-Traversal-Based Query Processing (LTBQP) is a technique for evaluating queries over a web of data by starting with a set of seed documents that is dynamically expanded through following hyperlinks. Compared to query evaluation over a…

Databases · Computer Science 2020-05-06 Ruben Verborgh , Ruben Taelman